BAYSIS Selected Dataset Report

Dataset statistics

Number of variables	34
Number of observations	742
Missing cells	39
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	197.2 KiB
Average record size in memory	272.2 B

Variable types

NUM	16
CAT	16
BOOL	2

Warnings

`TempDist` has constant value "742"	Constant
`SpatDist` has constant value "742"	Constant
`TempGL` has constant value "742"	Constant
`SpatGL` has constant value "742"	Constant
`SpatIL` is highly correlated with `TempIL`	High correlation
`TempIL` is highly correlated with `SpatIL`	High correlation
`Lich2` is highly correlated with `Lich1`	High correlation
`Lich1` is highly correlated with `Lich2`	High correlation
`Fstf` has 39 (5.3%) missing values	Missing
`df_index` has unique values	Unique
`UArt1` has 28 (3.8%) zeros	Zeros
`AUrs1` has 702 (94.6%) zeros	Zeros

Reproduction

Analysis started	2020-11-13 16:47:32.699047
Analysis finished	2020-11-13 16:48:54.423067
Duration	1 minute and 21.72 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	742
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	947.8247978
Minimum	0
Maximum	1864
Zeros	1
Zeros (%)	0.1%
Memory size	5.8 KiB

Quantile statistics

Minimum	0
5-th percentile	95.1
Q1	495.75
median	968
Q3	1392.75
95-th percentile	1753.9
Maximum	1864
Range	1864
Interquartile range (IQR)	897

Descriptive statistics

Standard deviation	529.9991995
Coefficient of variation (CV)	0.5591742279
Kurtosis	-1.143303393
Mean	947.8247978
Median Absolute Deviation (MAD)	441
Skewness	-0.08112040702
Sum	703286
Variance	280899.1514
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1023	1	0.1%
1344	1	0.1%
331	1	0.1%
330	1	0.1%
1353	1	0.1%
1442	1	0.1%
1684	1	0.1%
325	1	0.1%
324	1	0.1%
323	1	0.1%
Other values (732)	732	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
2	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%

Value	Count	Frequency (%)
1864	1	0.1%
1859	1	0.1%
1858	1	0.1%
1854	1	0.1%
1852	1	0.1%

TempMax
Real number (ℝ_≥0)

Distinct	196
Distinct (%)	26.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	241.7951482
Minimum	9
Maximum	1341
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	9
5-th percentile	39.15
Q1	105
median	184.5
Q3	314.25
95-th percentile	644.55
Maximum	1341
Range	1332
Interquartile range (IQR)	209.25

Descriptive statistics

Standard deviation	198.4465679
Coefficient of variation (CV)	0.8207218768
Kurtosis	5.613303358
Mean	241.7951482
Median Absolute Deviation (MAD)	97.5
Skewness	1.963417896
Sum	179412
Variance	39381.0403
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78	15	2.0%
129	13	1.8%
162	11	1.5%
135	11	1.5%
264	10	1.3%
87	10	1.3%
99	10	1.3%
138	10	1.3%
117	9	1.2%
84	9	1.2%
Other values (186)	634	85.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	1	0.1%
15	1	0.1%
18	5	0.7%
21	4	0.5%
24	1	0.1%

Value	Count	Frequency (%)
1341	1	0.1%
1323	2	0.3%
1257	1	0.1%
1194	1	0.1%
1029	1	0.1%

TempAvg
Real number (ℝ_≥0)

Distinct	211
Distinct (%)	28.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	89.82749326
Minimum	3
Maximum	1326
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	3
5-th percentile	15
Q1	40
median	69
Q3	105
95-th percentile	235
Maximum	1326
Range	1323
Interquartile range (IQR)	65

Descriptive statistics

Standard deviation	92.49723284
Coefficient of variation (CV)	1.02972074
Kurtosis	55.3143073
Mean	89.82749326
Median Absolute Deviation (MAD)	32
Skewness	5.505031911
Sum	66652
Variance	8555.738083
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44	17	2.3%
53	14	1.9%
89	13	1.8%
26	12	1.6%
23	10	1.3%
61	10	1.3%
52	10	1.3%
76	10	1.3%
56	9	1.2%
33	9	1.2%
Other values (201)	628	84.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1	0.1%
4	1	0.1%
5	2	0.3%
6	3	0.4%
7	3	0.4%

Value	Count	Frequency (%)
1326	1	0.1%
920	1	0.1%
703	1	0.1%
575	1	0.1%
533	1	0.1%

SpatMax
Real number (ℝ_≥0)

Distinct	636
Distinct (%)	85.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14436.72507
Minimum	1036
Maximum	49765
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	1036
5-th percentile	2756.35
Q1	6740.25
median	11946
Q3	19746
95-th percentile	35682.8
Maximum	49765
Range	48729
Interquartile range (IQR)	13005.75

Descriptive statistics

Standard deviation	10112.77083
Coefficient of variation (CV)	0.7004892581
Kurtosis	0.7358993194
Mean	14436.72507
Median Absolute Deviation (MAD)	5875.5
Skewness	1.116393105
Sum	10712050
Variance	102268133.9
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13163	8	1.1%
6621	4	0.5%
2351	4	0.5%
6025	4	0.5%
18381	3	0.4%
8159	3	0.4%
30458	3	0.4%
9574	3	0.4%
20469	3	0.4%
20777	3	0.4%
Other values (626)	704	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1036	1	0.1%
1176	1	0.1%
1206	2	0.3%
1315	1	0.1%
1415	1	0.1%

Value	Count	Frequency (%)
49765	1	0.1%
48278	1	0.1%
46328	1	0.1%
46078	1	0.1%
45130	1	0.1%

SpatAvg
Real number (ℝ_≥0)

Distinct	642
Distinct (%)	86.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4318.908356
Minimum	358
Maximum	17805
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	358
5-th percentile	1154.15
Q1	2346.5
median	3813.5
Q3	5877
95-th percentile	8890
Maximum	17805
Range	17447
Interquartile range (IQR)	3530.5

Descriptive statistics

Standard deviation	2608.155253
Coefficient of variation (CV)	0.6038922427
Kurtosis	1.83631456
Mean	4318.908356
Median Absolute Deviation (MAD)	1738
Skewness	1.143512913
Sum	3204630
Variance	6802473.824
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5606	5	0.7%
7094	3	0.4%
6575	3	0.4%
4423	3	0.4%
8890	3	0.4%
2961	3	0.4%
3520	3	0.4%
4379	3	0.4%
3817	3	0.4%
7933	3	0.4%
Other values (632)	710	95.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
358	1	0.1%
393	1	0.1%
544	1	0.1%
643	1	0.1%
660	1	0.1%

Value	Count	Frequency (%)
17805	1	0.1%
15132	1	0.1%
14785	1	0.1%
14198	1	0.1%
13744	1	0.1%

TempDist
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

0	742

Common Values
Chart

Value	Count	Frequency (%)
0	742	100.0%

SpatDist
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

0	742

Common Values
Chart

Value	Count	Frequency (%)
0	742	100.0%

Coverage
Real number (ℝ_≥0)

Distinct	79
Distinct (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	34.74932615
Minimum	6
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	6
5-th percentile	12
Q1	21
median	31
Q3	45
95-th percentile	69
Maximum	100
Range	94
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	17.63551252
Coefficient of variation (CV)	0.5075066045
Kurtosis	0.5640671283
Mean	34.74932615
Median Absolute Deviation (MAD)	11
Skewness	0.8803655126
Sum	25784
Variance	311.0113018
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	27	3.6%
18	26	3.5%
25	22	3.0%
21	21	2.8%
16	21	2.8%
28	20	2.7%
31	20	2.7%
35	20	2.7%
40	20	2.7%
23	19	2.6%
Other values (69)	526	70.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	2	0.3%
7	3	0.4%
8	2	0.3%
9	5	0.7%
10	16	2.2%

Value	Count	Frequency (%)
100	3	0.4%
88	2	0.3%
87	1	0.1%
86	2	0.3%
85	1	0.1%

TempGL
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

3	742

Frequencies
Length

Value	Count	Frequency (%)
3	742	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

SpatGL
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

2	742

Frequencies
Length

Value	Count	Frequency (%)
2	742	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

TempIL
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

3	424
4	195
5	122
2	1

Frequencies
Length

Value	Count	Frequency (%)
3	424	57.1%
4	195	26.3%
5	122	16.4%
2	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

SpatIL
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.192722372
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.167162436
Coefficient of variation (CV)	0.3655696613
Kurtosis	-1.152536218
Mean	3.192722372
Median Absolute Deviation (MAD)	1
Skewness	0.09537255827
Sum	2369
Variance	1.362268152
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	238	32.1%
4	195	26.3%
3	158	21.3%
5	122	16.4%
1	29	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	29	3.9%
2	238	32.1%
3	158	21.3%
4	195	26.3%
5	122	16.4%

Value	Count	Frequency (%)
5	122	16.4%
4	195	26.3%
3	158	21.3%
2	238	32.1%
1	29	3.9%

TLCar
Real number (ℝ_≥0)

Distinct	502
Distinct (%)	67.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1519.262803
Minimum	1000
Maximum	1999
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	1000
5-th percentile	1065.35
Q1	1279.25
median	1518
Q3	1776
95-th percentile	1953.95
Maximum	1999
Range	999
Interquartile range (IQR)	496.75

Descriptive statistics

Standard deviation	288.025972
Coefficient of variation (CV)	0.1895827182
Kurtosis	-1.227579503
Mean	1519.262803
Median Absolute Deviation (MAD)	255
Skewness	-0.03608631936
Sum	1127293
Variance	82958.96053
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1403	6	0.8%
1851	5	0.7%
1955	5	0.7%
1293	5	0.7%
1557	5	0.7%
1881	5	0.7%
1179	4	0.5%
1363	4	0.5%
1608	4	0.5%
1334	4	0.5%
Other values (492)	695	93.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1000	1	0.1%
1001	1	0.1%
1003	1	0.1%
1008	1	0.1%
1014	1	0.1%

Value	Count	Frequency (%)
1999	1	0.1%
1998	2	0.3%
1996	1	0.1%
1992	1	0.1%
1991	1	0.1%

TLHGV
Real number (ℝ_≥0)

Distinct	365
Distinct (%)	49.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	741.8072776
Minimum	501
Maximum	999
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	501
5-th percentile	527
Q1	616.25
median	738.5
Q3	868.75
95-th percentile	967.95
Maximum	999
Range	498
Interquartile range (IQR)	252.5

Descriptive statistics

Standard deviation	144.3289533
Coefficient of variation (CV)	0.1945639489
Kurtosis	-1.242161205
Mean	741.8072776
Median Absolute Deviation (MAD)	124.5
Skewness	0.05898800862
Sum	550421
Variance	20830.84675
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
926	8	1.1%
626	7	0.9%
522	6	0.8%
698	6	0.8%
843	6	0.8%
554	5	0.7%
630	5	0.7%
619	5	0.7%
614	5	0.7%
881	5	0.7%
Other values (355)	684	92.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
501	4	0.5%
502	3	0.4%
506	2	0.3%
507	1	0.1%
508	1	0.1%

Value	Count	Frequency (%)
999	2	0.3%
998	3	0.4%
997	1	0.1%
995	1	0.1%
994	1	0.1%

Strasse
Categorical

Distinct	14
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

A3	265
A9	192
A99	63
A73	52
A96	41
Other values (9)	129

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
A3	265	35.7%
A9	192	25.9%
A99	63	8.5%
A73	52	7.0%
A96	41	5.5%
A6	37	5.0%
A7	35	4.7%
A92	21	2.8%
A94	14	1.9%
A93	12	1.6%
Other values (4)	10	1.3%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	0.4%

Histogram of lengths of the category

Length

Max length	4
Median length	2
Mean length	2.289757412
Min length	2

Kat
Categorical

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

7	368
3	317
2	51
1	6

Frequencies
Length

Value	Count	Frequency (%)
7	368	49.6%
3	317	42.7%
2	51	6.9%
1	6	0.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Typ
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.281671159
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	6
Q3	6
95-th percentile	6
Maximum	7
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.637173895
Coefficient of variation (CV)	0.3099727049
Kurtosis	1.656559485
Mean	5.281671159
Median Absolute Deviation (MAD)	0
Skewness	-1.764448444
Sum	3919
Variance	2.680338364
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
6	565	76.1%
3	76	10.2%
1	66	8.9%
7	30	4.0%
5	5	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	66	8.9%
3	76	10.2%
5	5	0.7%
6	565	76.1%
7	30	4.0%

Value	Count	Frequency (%)
7	30	4.0%
6	565	76.1%
5	5	0.7%
3	76	10.2%
1	66	8.9%

Betei
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.254716981
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	4
Maximum	8
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7446239988
Coefficient of variation (CV)	0.330251648
Kurtosis	11.87966685
Mean	2.254716981
Median Absolute Deviation (MAD)	0
Skewness	2.441016326
Sum	1673
Variance	0.5544648995
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	530	71.4%
3	127	17.1%
1	42	5.7%
4	33	4.4%
5	6	0.8%
8	2	0.3%
6	2	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	42	5.7%
2	530	71.4%
3	127	17.1%
4	33	4.4%
5	6	0.8%

Value	Count	Frequency (%)
8	2	0.3%
6	2	0.3%
5	6	0.8%
4	33	4.4%
3	127	17.1%

UArt1
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.866576819
Minimum	0
Maximum	9
Zeros	28
Zeros (%)	3.8%
Memory size	5.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.870212234
Coefficient of variation (CV)	0.6524200646
Kurtosis	3.128576504
Mean	2.866576819
Median Absolute Deviation (MAD)	1
Skewness	1.779465991
Sum	2127
Variance	3.497693799
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	352	47.4%
3	199	26.8%
5	63	8.5%
1	43	5.8%
8	28	3.8%
0	28	3.8%
9	21	2.8%
7	7	0.9%
6	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28	3.8%
1	43	5.8%
2	352	47.4%
3	199	26.8%
5	63	8.5%

Value	Count	Frequency (%)
9	21	2.8%
8	28	3.8%
7	7	0.9%
6	1	0.1%
5	63	8.5%

UArt2
Real number (ℝ)

Distinct	7
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.3032345013
Minimum	-1
Maximum	9
Zeros	4
Zeros (%)	0.5%
Memory size	5.8 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	8.95
Maximum	9
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.440319285
Coefficient of variation (CV)	-8.04763071
Kurtosis	9.77753171
Mean	-0.3032345013
Median Absolute Deviation (MAD)	0
Skewness	3.391204681
Sum	-225
Variance	5.955158215
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
-1	678	91.4%
9	38	5.1%
8	10	1.3%
3	8	1.1%
0	4	0.5%
2	3	0.4%
1	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	678	91.4%
0	4	0.5%
1	1	0.1%
2	3	0.4%
3	8	1.1%

Value	Count	Frequency (%)
9	38	5.1%
8	10	1.3%
3	8	1.1%
2	3	0.4%
1	1	0.1%

AUrs1
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.130727763
Minimum	0
Maximum	89
Zeros	702
Zeros (%)	94.6%
Memory size	5.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	72
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	17.37598508
Coefficient of variation (CV)	4.206519063
Kurtosis	14.24533541
Mean	4.130727763
Median Absolute Deviation (MAD)	0
Skewness	4.006484994
Sum	3065
Variance	301.9248575
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	702	94.6%
73	13	1.8%
72	13	1.8%
82	6	0.8%
89	5	0.7%
88	1	0.1%
80	1	0.1%
75	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	702	94.6%
72	13	1.8%
73	13	1.8%
75	1	0.1%
80	1	0.1%

Value	Count	Frequency (%)
89	5	0.7%
88	1	0.1%
82	6	0.8%
80	1	0.1%
75	1	0.1%

AUrs2
Categorical

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

0	740
81	1
80	1

Frequencies
Length

Value	Count	Frequency (%)
0	740	99.7%
81	1	0.1%
80	1	0.1%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.3%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.002695418
Min length	1

AufHi
Real number (ℝ)

Distinct	5
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.4919137466
Minimum	-1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	3
Maximum	8
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.385996809
Coefficient of variation (CV)	-2.817560637
Kurtosis	5.03303017
Mean	-0.4919137466
Median Absolute Deviation (MAD)	0
Skewness	2.500515799
Sum	-365
Variance	1.920987156
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
-1	652	87.9%
3	78	10.5%
4	10	1.3%
8	1	0.1%
5	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	652	87.9%
3	78	10.5%
4	10	1.3%
5	1	0.1%
8	1	0.1%

Value	Count	Frequency (%)
8	1	0.1%
5	1	0.1%
4	10	1.3%
3	78	10.5%
-1	652	87.9%

Alkoh
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

-1	731
1	11

Frequencies
Length

Value	Count	Frequency (%)
-1	731	98.5%
1	11	1.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.985175202
Min length	1

Char1
Real number (ℝ)

Distinct	5
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.6495956873
Minimum	-1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	4
Maximum	6
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.390586668
Coefficient of variation (CV)	-2.140695659
Kurtosis	13.22944627
Mean	-0.6495956873
Median Absolute Deviation (MAD)	0
Skewness	3.843509899
Sum	-482
Variance	1.93373128
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
-1	696	93.8%
5	18	2.4%
4	14	1.9%
6	10	1.3%
2	4	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	696	93.8%
2	4	0.5%
4	14	1.9%
5	18	2.4%
6	10	1.3%

Value	Count	Frequency (%)
6	10	1.3%
5	18	2.4%
4	14	1.9%
2	4	0.5%
-1	696	93.8%

Char2
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

-1	735
6	7

Frequencies
Length

Value	Count	Frequency (%)
-1	735	99.1%
6	7	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.990566038
Min length	1

Lich1
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

0	625
2	83
1	34

Frequencies
Length

Value	Count	Frequency (%)
0	625	84.2%
2	83	11.2%
1	34	4.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Lich2
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

-1	625
4	109
3	8

Frequencies
Length

Value	Count	Frequency (%)
-1	625	84.2%
4	109	14.7%
3	8	1.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.842318059
Min length	1

Zust1
Categorical

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

0	606
1	123
2	12
-1	1

Frequencies
Length

Value	Count	Frequency (%)
0	606	81.7%
1	123	16.6%
2	12	1.6%
-1	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.001347709
Min length	1

Zust2
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

-1	735
2	7

Frequencies
Length

Value	Count	Frequency (%)
-1	735	99.1%
2	7	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.990566038
Min length	1

Fstf
Categorical

MISSING

Distinct	7
Distinct (%)	1.0%
Missing	39
Missing (%)	5.3%
Memory size	5.8 KiB

2	355
1	208
3	118
4	14
S	4
Other values (2)	4

Frequencies
Length

Value	Count	Frequency (%)
2	355	47.8%
1	208	28.0%
3	118	15.9%
4	14	1.9%
S	4	0.5%
5	2	0.3%
F	2	0.3%
(Missing)	39	5.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.105121294
Min length	1

WoTag
Categorical

Distinct	8
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

Fr	142
Do	129
Mi	124
Di	115
Mo	89
Other values (3)	143

Frequencies
Length

Value	Count	Frequency (%)
Fr	142	19.1%
Do	129	17.4%
Mi	124	16.7%
Di	115	15.5%
Mo	89	12.0%
So	73	9.8%
Sa	65	8.8%
	5	0.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.986522911
Min length	0

FeiTag
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

-1	728
1	14

Frequencies
Length

Value	Count	Frequency (%)
-1	728	98.1%
1	14	1.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.981132075
Min length	1

Month
Categorical

Distinct	12
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

Jul	112
Aug	88
Sep	82
Oct	64
Apr	57
Other values (7)	339

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Jul	112	15.1%
Aug	88	11.9%
Sep	82	11.1%
Oct	64	8.6%
Apr	57	7.7%
Jun	56	7.5%
Nov	56	7.5%
Mar	51	6.9%
May	50	6.7%
Dec	49	6.6%
Other values (2)	77	10.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AUrs1	AufHi	Alkoh	Char1	Char2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
0	0	360	222	6568	4311	61	3	2	3	1	1714	718	A3	2	1	3	2	-1	0	-1	-1	-1	-1	0	-1	1	-1	2	Di	1	Jan
1	2	162	89	13925	7212	50	3	2	4	4	1293	804	A3	3	6	5	2	9	0	3	-1	-1	-1	0	-1	1	-1	2	Mi	-1	Jan
2	4	162	49	20701	5847	28	3	2	3	3	1417	502	A3	3	6	2	2	-1	0	-1	-1	-1	-1	0	-1	0	-1	NaN	Mi	-1	Jan
3	5	45	20	7483	3057	42	3	2	5	5	1044	780	A6	3	6	3	2	-1	0	-1	1	-1	-1	0	-1	0	-1	1	Mi	-1	Jan
4	6	285	117	18067	5068	28	3	2	3	3	1205	643	A9	7	1	3	3	-1	72	-1	-1	-1	-1	0	-1	1	2	1	Mi	-1	Jan
5	8	138	55	6415	3142	42	3	2	4	4	1803	985	A9	7	1	2	3	-1	0	-1	-1	-1	-1	2	4	0	-1	1	Fr	-1	Jan
6	10	873	225	31413	4387	13	3	2	5	5	1674	752	A3	7	1	1	9	-1	73	3	-1	-1	-1	0	-1	1	-1	3	Sa	-1	Jan
7	11	24	19	10902	9937	78	3	2	3	2	1302	634	A70	7	7	2	7	-1	0	-1	-1	-1	-1	0	-1	1	-1	2	Sa	-1	Jan
8	13	189	76	27987	10911	39	3	2	4	4	1247	531	A9	3	1	2	3	-1	72	-1	-1	5	-1	0	-1	1	2	1	Sa	-1	Jan
9	14	99	20	20587	3917	19	3	2	3	3	1851	713	A9	7	1	1	9	-1	72	3	-1	-1	-1	0	-1	2	-1	3	Sa	-1	Jan

Last rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
732	1830	696	199	23966	6775	27	3	2	5	5	1854	982	A3	3	6	3	2	-1	-1	-1	-1	-1	2	4	1	-1	2	Fr	-1	Dec
733	1832	729	275	36911	8020	21	3	2	3	1	1782	567	A3	7	6	2	3	-1	-1	-1	-1	-1	0	-1	1	-1	2	Sa	-1	Dec
734	1833	729	275	36911	8020	21	3	2	5	5	1782	567	A3	3	6	3	2	-1	-1	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
735	1834	300	160	15639	8285	52	3	2	4	4	1076	855	A3	3	6	8	1	-1	-1	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
736	1835	300	160	15639	8285	52	3	2	5	5	1076	855	A3	3	6	2	2	-1	-1	-1	6	-1	0	-1	0	-1	2	Sa	-1	Dec
737	1852	123	46	8519	3828	42	3	2	4	4	1928	876	A9	3	6	2	1	-1	-1	-1	-1	-1	0	-1	0	-1	1	Do	1	Dec
738	1854	477	125	38041	5444	14	3	2	3	2	1274	619	A3	3	6	2	2	-1	-1	-1	-1	-1	2	4	0	-1	2	Fr	-1	Dec
739	1858	237	52	29229	6305	21	3	2	3	2	1269	784	A9	3	6	3	2	-1	-1	-1	-1	-1	0	-1	0	-1	F	Fr	-1	Dec
740	1859	564	94	43244	7047	16	3	2	3	2	1785	638	A7	3	1	4	2	9	3	-1	-1	-1	0	-1	0	-1	2		-1	Dec
741	1864	87	79	3788	3411	88	3	2	3	3	1363	741	A92	3	6	2	2	-1	-1	1	-1	-1	2	4	0	-1	2	So	-1	Dec

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows